Moritz Scherer

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 30

Top Topics

Visual Processing

Spatial And Temporal

Gesture Recognition

Top Venues

Future Gener. Comput. Syst.

Publications

Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Victor J. B. Jung, Moritz Scherer, Matteo Antonio Scrugli, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Paolo Meloni, Luca Benini
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs. IEEE Trans. Biomed. Circuits Syst. 18 (3) (2024)
Georg Rutishauser, Joan Mihali, Moritz Scherer, Luca Benini
xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems. CoRR (2024)
Victor J. B. Jung, Alessio Burrello, Moritz Scherer, Francesco Conti, Luca Benini
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. CoRR (2024)
Arpan Suravi Prasad, Moritz Scherer, Francesco Conti, Davide Rossi, Alfio Di Mauro, Manuel Eggimann, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini
Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine. IEEE J. Solid State Circuits 59 (7) (2024)
Moritz Scherer, Cristian Cioflan, Michele Magno, Luca Benini
Work in Progress: Linear Transformers for TinyML. DATE (2024)
Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini
ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. ISLPED (2023)
Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini
ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. CoRR (2023)
Moritz Scherer, Alfio Di Mauro, Tim Fischer, Georg Rutishauser, Luca Benini
TCN-CUTIE: A 1, 036-TOp/s/W, 2.72-µJ/Inference, 12.2-mW All-Digital Ternary Accelerator in 22-nm FDX Technology. IEEE Micro 43 (1) (2023)
Andrea Mattei, Moritz Scherer, Cristian Cioflan, Michele Magno, Luca Benini
Securing Tiny Transformer-Based Computer Vision Models: Evaluating Real-World Patch Attacks. WF-IoT (2023)
Arpan Suravi Prasad, Moritz Scherer, Francesco Conti, Davide Rossi, Alfio Di Mauro, Manuel Eggimann, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini
Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality with At-MRAM Neural Engine. CoRR (2023)
Georg Rutishauser, Moritz Scherer, Tim Fischer, Luca Benini
7 μJ/inference end-to-end gesture recognition from dynamic vision sensor data using ternarized hybrid convolutional neural networks. Future Gener. Comput. Syst. 149 (2023)
Moritz Scherer, Manuel Eggimann, Alfio Di Mauro, Arpan Suravi Prasad, Francesco Conti, Davide Rossi, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini
Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOS. ESSCIRC (2023)
Alfio Di Mauro, Moritz Scherer, Davide Rossi, Luca Benini
Kraken: A Direct Event/Frame-Based Multi-sensor Fusion SoC for Ultra-Efficient Visual Processing in Nano-UAVs. CoRR (2022)
Georg Rutishauser, Moritz Scherer, Tim Fischer, Luca Benini
Ternarized TCN for $\mu \mathrm{J}/\text{Inference}$ Gesture Recognition from DVS Event Frames. DATE (2022)
Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Moritz Scherer, Matteo Antonio Scrugli, Paolo Meloni, Luca Benini
EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices. BioCAS (2022)
Moritz Scherer, Georg Rutishauser, Lukas Cavigelli, Luca Benini
CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration With Better-Than-Binary Energy Efficiency. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (4) (2022)
Moritz Scherer, Fabian Sidler, Michael Rogenmoser, Michele Magno, Luca Benini
WideVision: A Low-Power, Multi-Protocol Wireless Vision Platform for Distributed Surveillance. WiMob (2022)
Moritz Scherer, Alfio Di Mauro, Georg Rutishauser, Tim Fischer, Luca Benini
A 1036 TOp/s/W, 12.2 mW, 2.72 μJ/Inference All Digital TNN Accelerator in 22 nm FDX Technology for TinyML Applications. COOL CHIPS (2022)
Moritz Scherer, Alfio Di Mauro, Tim Fischer, Georg Rutishauser, Luca Benini
TCN-CUTIE: A 1036 TOp/s/W, 2.72 uJ/Inference, 12.2 mW All-Digital Ternary Accelerator in 22 nm FDX Technology. CoRR (2022)
Alessio Burrello, Francesco Bianco Morghet, Moritz Scherer, Simone Benatti, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition. DATE (2022)
Alessio Burrello, Francesco Bianco Morghet, Moritz Scherer, Simone Benatti, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition. CoRR (2022)
Alfio Di Mauro, Moritz Scherer, Davide Rossi, Luca Benini
Kraken: A Direct Event/Frame-Based Multi-sensor Fusion SoC for Ultra-Efficient Visual Processing in Nano-UAVs. HCS (2022)
Alfio Di Mauro, Moritz Scherer, Jordi Fornt Mas, Basile Bougenot, Michele Magno, Luca Benini
FlyDVS: An Event-Driven Wireless Ultra-Low Power Visual Sensor Node. DATE (2021)
Moritz Scherer, Michele Magno, Jonas Erb, Philipp Mayer, Manuel Eggimann, Luca Benini
TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition With Short Range Radars. IEEE Internet Things J. 8 (13) (2021)
Lisa Kausch, Moritz Scherer, Sarina Thomas, André Klein, Fabian Isensee, Klaus H. Maier-Hein
Automatic image-based pedicle screw planning. Medical Imaging: Image-Guided Procedures (2021)
Alessio Burrello, Moritz Scherer, Marcello Zanghieri, Francesco Conti, Luca Benini
A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes. COINS (2021)
Moritz Scherer, Philipp Mayer, Alfio Di Mauro, Michele Magno, Luca Benini
Towards Always-on Event-based Cameras for Long-lasting Battery-operated Smart Sensor Nodes. I2MTC (2021)
Moritz Scherer, Michele Magno, Jonas Erb, Philipp Mayer, Manuel Eggimann, Luca Benini
TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition with Short Range Radars. CoRR (2020)
Moritz Scherer, Georg Rutishauser, Lukas Cavigelli, Luca Benini
CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration with Better-than-Binary Energy Efficiency. CoRR (2020)
Moritz Scherer, Kiran Menachery, Michele Magno
SmartAid: A Low-Power Smart Hearing Aid For Stutterers. SAS (2019)